Commit 608c8f93 authored by thecml's avatar thecml
Browse files

made final models

parent 31d3d922
Pipeline #100502 passed with stage
in 4 minutes and 11 seconds
This diff is collapsed.
"Name","Runtime","Notes","Tags","max_depth","max_features","min_samples_leaf","min_samples_split","n_estimators","brier_score","c_harrell","c_uno"
"wild-sweep-50","254","-","","17","log2","0.1","0.6333333333333333","800","0.14385286791072943","0.6674475132144396","0.6946565996872434"
"serene-sweep-49","69","-","","23","auto","0.4","0.8111111111111111","1000","0.14635977601174233","0.5","0.5"
"gallant-sweep-48","73","-","","10","sqrt","0.5","0.4555555555555556","1000","0.14635977601174233","0.5","0.5"
"hearty-sweep-47","25","-","","21","sqrt","0.30000000000000004","0.4555555555555556","100","0.1439989354555506","0.614729221759761","0.6810506480021539"
"cool-sweep-46","129","-","","18","","0.30000000000000004","0.3666666666666667","400","0.13933785797753356","0.5979230256563907","0.6349262660211462"
"dauntless-sweep-45","16","-","","26","log2","0.2","0.8111111111111111","50","0.14635450157908142","0.5","0.5"
"desert-sweep-44","57","-","","26","log2","0.2","0.9","800","0.14635972464965374","0.5","0.5"
"treasured-sweep-43","3067","-","","21","","0.1","0.2777777777777778","600","0.133199976046303","0.6603481885184866","0.7337863866367464"
"helpful-sweep-42","69","-","","31","","0.5","0.6333333333333333","1000","0.14635977601174233","0.5","0.5"
"stellar-sweep-41","24","-","","11","log2","0.5","0.18888888888888888","200","0.1463609158831706","0.5","0.5"
"jumping-sweep-40","18","-","","25","auto","0.30000000000000004","0.18888888888888888","50","0.14352190393874945","0.6150669294256217","0.6814684353088445"
"logical-sweep-39","23","-","","3","log2","0.4","0.8111111111111111","100","0.1463610235206712","0.5","0.5"
"lively-sweep-38","15","-","","31","sqrt","0.4","0.4555555555555556","50","0.14635450157908142","0.5","0.5"
"flowing-sweep-37","46","-","","2","sqrt","0.4","0.5444444444444445","600","0.14635877539548808","0.5","0.5"
"quiet-sweep-36","594","-","","8","log2","0.1","0.4555555555555556","600","0.13744261999443322","0.6716858031458427","0.7100576252451564"
"noble-sweep-35","15","-","","2","sqrt","0.1","0.8111111111111111","50","0.14635450157908142","0.5","0.5"
"effortless-sweep-34","73","-","","1","","0.1","0.7222222222222222","1000","0.14635977601174233","0.5","0.5"
"fancy-sweep-33","67","-","","24","sqrt","0.2","0.8111111111111111","1000","0.14635977601174233","0.5","0.5"
"super-sweep-32","22","-","","10","sqrt","0.5","0.1","200","0.1463609158831706","0.5","0.5"
"true-sweep-31","23","-","","17","auto","0.4","0.18888888888888888","200","0.1463609158831706","0.5","0.5"
"graceful-sweep-30","34","-","","23","sqrt","0.2","0.8111111111111111","400","0.14635903328405916","0.5","0.5"
"likely-sweep-29","23","-","","18","log2","0.4","0.1","200","0.1463609158831706","0.5","0.5"
"lyric-sweep-28","21","-","","32","auto","0.5","0.18888888888888888","50","0.14635450157908142","0.5","0.5"
"magic-sweep-27","15","-","","21","log2","0.4","0.4555555555555556","50","0.14635450157908142","0.5","0.5"
"crimson-sweep-26","34","-","","27","","0.4","0.9","400","0.14635903328405916","0.5","0.5"
"crimson-sweep-25","67","-","","18","sqrt","0.5","0.8111111111111111","1000","0.14635977601174233","0.5","0.5"
"cosmic-sweep-24","35","-","","21","","0.5","0.18888888888888888","400","0.14635903328405916","0.5","0.5"
"rose-sweep-23","104","-","","13","sqrt","0.30000000000000004","0.1","800","0.14367770592515447","0.614556430486666","0.6815267335870799"
"sweet-sweep-22","15","-","","28","","0.4","0.8111111111111111","50","0.14635450157908142","0.5","0.5"
"rural-sweep-21","19","-","","11","auto","0.1","0.9","100","0.1463610235206712","0.5","0.5"
"trim-sweep-20","78","-","","9","log2","0.2","0.6333333333333333","400","0.14421132541067694","0.6505111505056649","0.6884234434976695"
"scarlet-sweep-19","58","-","","1","sqrt","0.4","0.9","800","0.14635972464965374","0.5","0.5"
"divine-sweep-18","718","-","","21","auto","0.1","0.2777777777777778","600","0.1359010259519587","0.6747369343529522","0.7278164264334144"
"hardy-sweep-17","31","-","","9","","0.30000000000000004","0.4555555555555556","50","0.13932836822598116","0.5908391820071582","0.6110751559972527"
"smooth-sweep-16","15","-","","26","log2","0.5","0.8111111111111111","50","0.14635450157908142","0.5","0.5"
"ethereal-sweep-15","28","-","","8","auto","0.4","0.8111111111111111","200","0.1463609158831706","0.5","0.5"
"silver-sweep-14","67","-","","10","auto","0.2","0.7222222222222222","1000","0.14635977601174233","0.5","0.5"
"comic-sweep-13","31","-","","25","","0.30000000000000004","0.5444444444444445","50","0.13932836822598116","0.5908391820071582","0.6110751559972527"
"serene-sweep-12","67","-","","3","sqrt","0.5","0.18888888888888888","1000","0.14635977601174233","0.5","0.5"
"rich-sweep-11","24","-","","16","auto","0.2","0.7222222222222222","200","0.1463609158831706","0.5","0.5"
"flowing-sweep-10","257","-","","9","sqrt","0.2","0.18888888888888888","600","0.13998647343908505","0.6571115466954697","0.7154660400579842"
"vibrant-sweep-9","15","-","","2","log2","0.30000000000000004","0.8111111111111111","50","0.14635450157908142","0.5","0.5"
"tough-sweep-8","60","-","","19","","0.2","0.8111111111111111","800","0.14635972464965374","0.5","0.5"
"glad-sweep-7","15","-","","12","auto","0.5","0.4555555555555556","50","0.14635450157908142","0.5","0.5"
"true-sweep-6","22","-","","6","auto","0.4","0.5444444444444445","100","0.1463610235206712","0.5","0.5"
"devout-sweep-5","35","-","","16","sqrt","0.1","0.8111111111111111","400","0.14635903328405916","0.5","0.5"
"serene-sweep-4","487","-","","17","","0.1","0.3666666666666667","100","0.13409648145948255","0.657606787684367","0.7115789793023409"
"devoted-sweep-3","53","-","","2","","0.4","0.1","800","0.14635972464965374","0.5","0.5"
"feasible-sweep-2","16","-","","6","log2","0.2","0.7222222222222222","100","0.1463610235206712","0.5","0.5"
"floral-sweep-1","18","-","","10","auto","0.5","0.5444444444444445","100","0.1463610235206712","0.5","0.5"
\ No newline at end of file
"Name","Runtime","Notes","Tags","dropout_rate","learning_rate","max_depth","max_features","min_samples_split","n_estimators","subsample","brier_score","c_harrell","c_uno"
"helpful-sweep-50","586","-","","0.6000000000000001","0.5","2","sqrt","7","100","0.2","0.1442829310562352","0.6827539664791434","0.7325989908510248"
"confused-sweep-49","5013","-","","0.6000000000000001","1","10","","3","800","0.7000000000000001","0.1363719200136156","0.6730734513395047","0.7430177730776018"
"rural-sweep-48","1199","-","","0.1","1","1","log2","10","200","0.30000000000000004","0.13722019793972948","0.680656181184388","0.7289908228690887"
"solar-sweep-47","5018","-","","0.5","0.5","10","sqrt","4","800","0.6","0.1387687778112082","0.7254650076123476","0.7945668552414447"
"wise-sweep-46","592","-","","0.7000000000000001","0.1","14","log2","4","100","0.4","0.1448050425473591","0.7219125824763604","0.8071164121344634"
"atomic-sweep-45","3706","-","","0.5","0.1","9","","7","600","0.1","0.14437042679700435","0.6705690960636438","0.7176144408176559"
"sunny-sweep-44","585","-","","0.5","0.5","2","","2","100","0.9","0.14417104001500852","0.6388410064060223","0.6958090820021294"
"daily-sweep-43","4940","-","","0.7000000000000001","0.5","10","auto","5","800","0.7000000000000001","0.1401786221602161","0.6689129768059877","0.7290607435970091"
"wandering-sweep-42","2319","-","","0.9","0.1","2","auto","3","400","0.1","0.146100046434287","0.5984433377687827","0.6431940625158302"
"absurd-sweep-41","590","-","","0.4","0.5","3","","7","100","0.30000000000000004","0.1420118489950149","0.6573002556349101","0.7420381030068975"
"rare-sweep-40","586","-","","0.8","0.5","11","log2","7","100","0.7000000000000001","0.1408702623213393","0.723972641936877","0.7956244531345964"
"easy-sweep-39","6496","-","","0.4","0.5","9","log2","7","1000","0.2","0.13790988325258388","0.7248225246343023","0.7962861736497888"
"lilac-sweep-38","603","-","","0.1","0.5","9","","3","100","0.30000000000000004","0.1290068722930459","0.7060995402800153","0.7736507004636101"
"legendary-sweep-37","301","-","","0.7000000000000001","1","5","auto","5","50","0.9","0.1382879467076113","0.6798764662086789","0.7742331527533852"
"playful-sweep-36","619","-","","0.1","0.1","16","","4","100","0.1","0.13869131566236437","0.6631967725015814","0.705048859859113"
"radiant-sweep-35","308","-","","0.7000000000000001","1","14","auto","3","50","0.7000000000000001","0.13639714985207796","0.6713561364266876","0.7219240423554505"
"solar-sweep-34","4684","-","","0.6000000000000001","1","1","","5","800","0.5","0.14356011253492","0.6232924299705198","0.6766313460183058"
"charmed-sweep-33","2620","-","","0.2","0.1","16","sqrt","2","400","0.7000000000000001","0.14135890896163944","0.7200449966818288","0.7820797545326921"
"unique-sweep-32","2342","-","","0.2","0.5","1","sqrt","4","400","0.1","0.14293107268709812","0.6709759761768261","0.7045102401390162"
"glorious-sweep-31","2339","-","","0.4","1","2","log2","6","400","0.5","0.14102344984501497","0.6895742841515142","0.7386694561447188"
"daily-sweep-30","1199","-","","0.1","0.5","7","auto","9","200","0.7000000000000001","0.12969313359387322","0.7106449415166588","0.7798653258036234"
"rose-sweep-29","310","-","","0.2","1","15","auto","2","50","0.1","0.13364771150633842","0.6903197234462027","0.7503185528071895"
"wandering-sweep-28","615","-","","0.1","0.1","14","auto","9","100","1","0.13829415344670357","0.6652848324687133","0.7157161707303812"
"ethereal-sweep-27","1199","-","","0.4","1","2","","8","200","0.1","0.14132786666060287","0.6532046863956387","0.7306962987159031"
"skilled-sweep-26","1179","-","","0.9","0.1","11","auto","8","200","0.1","0.1450665561832816","0.6656922183711151","0.7107951556112411"
"fancy-sweep-25","5920","-","","0.7000000000000001","0.5","4","sqrt","5","1000","0.5","0.14328366715986057","0.7052235341631874","0.7741105196315551"
"worthy-sweep-24","3438","-","","0.9","1","1","log2","4","600","0.9","0.14473987473193473","0.6696475828019166","0.7063218267745629"
"dainty-sweep-23","1427","-","","0","0.5","18","auto","4","600","1","","",""
"wobbly-sweep-22","300","-","","0","0.5","16","log2","2","50","0.4","0.13907018327735549","0.6989452571020733","0.7449378704026103"
"sleek-sweep-21","304","-","","0.6000000000000001","1","1","log2","7","50","0.1","0.14372995909500155","0.6662178637550847","0.6907900106289392"
"zany-sweep-20","1166","-","","0.5","1","3","log2","2","200","0.4","0.1403913493222106","0.69774265589268","0.7509810424474698"
"sandy-sweep-19","3553","-","","0","0.5","1","sqrt","2","600","0.6","0.12230055800928366","0.7281428506448088","0.7820146858438126"
"fragrant-sweep-18","951","-","","0","0.5","18","auto","10","800","1","","",""
"upbeat-sweep-17","300","-","","0.9","1","18","auto","8","50","0.5","0.13804689498918868","0.6509620145349639","0.7055805246801229"
"misunderstood-sweep-16","3883","-","","0.4","0.1","14","sqrt","6","600","0.8","0.14384252325956726","0.7230590405747324","0.7958339814331029"
"colorful-sweep-15","299","-","","0.6000000000000001","0.1","7","sqrt","8","50","0.4","0.1452049449905523","0.7158323435285607","0.7832699831026503"
"daily-sweep-14","4794","-","","0.9","0.5","9","auto","5","800","1","0.1414619057459227","0.6709834606141497","0.7206557976542143"
"proud-sweep-13","1215","-","","0.4","0.5","16","sqrt","3","200","0.6","0.13592221198463278","0.7187442197857469","0.7900271327268987"
"autumn-sweep-12","602","-","","0.1","1","9","","5","100","0.6","0.12820915114441606","0.7108494021900273","0.7848025245499273"
"dutiful-sweep-11","6179","-","","0.8","0.5","15","sqrt","5","1000","0.2","0.14029158442427325","0.7228538763396685","0.7920425640252253"
"autumn-sweep-10","597","-","","0.1","0.1","4","auto","10","100","0.4","0.14202865132287307","0.6637967678690263","0.7497179866654611"
"breezy-sweep-9","4735","-","","0.9","0.1","7","auto","2","800","0.4","0.14536356722456945","0.6641996077176248","0.6974627359618217"
"decent-sweep-8","7536","-","","0.2","1","15","","10","1000","0.4","0.13318028612167082","0.6874716637578737","0.7667621830704698"
"light-sweep-7","5950","-","","0.7000000000000001","1","5","sqrt","2","1000","0.7000000000000001","0.139630934060995","0.7112080197743473","0.7846499076793425"
"silver-sweep-6","4494","-","","0.1","1","18","","2","600","1","0.1472692566081917","0.6783920348030665","0.7363581608325834"
"stilted-sweep-5","607","-","","0.6000000000000001","0.1","15","auto","5","100","0.2","0.14440748467821438","0.6475903780004802","0.6958512955291594"
"sandy-sweep-4","1188","-","","0.7000000000000001","0.5","10","","7","200","0.9","0.1400279849813113","0.672780336624163","0.7151377749592124"
"eternal-sweep-3","2641","-","","0.2","0.1","14","","4","400","0.1","0.14149713613758014","0.6466596810539063","0.6995140052613592"
"floral-sweep-2","1159","-","","0","1","10","log2","4","200","0.5","0.14199201868733563","0.7029279747935632","0.7565794032385422"
"daily-sweep-1","1193","-","","0.8","0.1","13","","2","200","0.4","0.14488837057663934","0.6501319210357439","0.7112256467402844"
\ No newline at end of file
Method,c_harrell,c_uno,brier_score
GradientBoosting,0.7192826813205445,0.8093132425965777,0.14487422609218523
clf,version,accuracy_mean,accuracy_std,precision_mean,precision_std,recall_mean,recall_std,roc_auc_mean,roc_auc_std,pr_auc_mean,pr_auc_std,f1_mean,f1_std
KNN,Embedded,69.972,0.011,73.546,0.007,88.532,0.008,71.116,0.016,82.909,0.014,80.345,0.007
SVM,Embedded,69.494,0.003,69.575,0.002,99.514,0.002,70.459,0.011,84.206,0.008,81.894,0.002
LR,Embedded,71.152,0.002,71.582,0.003,96.84,0.007,72.068,0.01,85.501,0.007,82.314,0.001
XGB,Embedded,71.264,0.003,72.266,0.002,95.016,0.003,70.929,0.014,84.333,0.01,82.093,0.002
RF,Embedded,71.826,0.014,75.34,0.015,88.331,0.015,75.044,0.01,87.01,0.008,81.3,0.008
MLP,Embedded,70.843,0.007,71.641,0.004,95.908,0.008,72.228,0.009,85.674,0.005,82.016,0.004
clf,version,accuracy_mean,accuracy_std,precision_mean,precision_std,recall_mean,recall_std,roc_auc_mean,roc_auc_std,pr_auc_mean,pr_auc_std,f1_mean,f1_std
KNN,Embedded,77.835,0.02,79.774,0.019,85.686,0.021,84.251,0.016,88.037,0.018,82.606,0.016
SVM,Embedded,70.422,0.013,71.094,0.012,87.536,0.043,76.67,0.012,83.759,0.009,78.393,0.014
LR,Embedded,71.393,0.019,72.721,0.018,85.69,0.044,79.617,0.023,86.508,0.018,78.594,0.018
XGB,Embedded,70.989,0.01,72.605,0.018,85.028,0.037,77.139,0.02,84.093,0.021,78.246,0.009
RF,Embedded,80.469,0.018,83.044,0.019,85.753,0.014,86.524,0.021,89.897,0.015,84.366,0.014
MLP,Embedded,73.418,0.023,77.24,0.024,80.606,0.038,80.12,0.023,86.707,0.019,78.814,0.019
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